Legal claims defining the scope of protection, as filed with the USPTO.
4. The method of claim 1, wherein the first simulation and the second simulation simulate one or more reservoirs of the field based on one or more input value sets.
8. The system of claim 7, wherein the machine learning model is generated using a modeling engine that determines the time step without directly querying the training set.
9. The system of claim 8, wherein data is mined from the training set to build the classifier comprised in the machine learning model.
10. The system of claim 9, wherein the classifier comprises a tree ensemble classifier.
11. The system of claim 5, wherein the first simulation and the second simulation simulate one or more reservoirs of the field based on one or more input value sets.
12. The system of claim 5, wherein the machine learning model is generated using statistical clustering of at least one or more core datasets comprised in the first plurality of historical core data sets to generate a category for the one or more core data sets.
13. The system of claim 12, wherein the category comprises a group of core datasets sharing a similarity determined by a machine learning technique used to generate the machine learning model.
14. The system of claim 5, wherein the time step is determined using a discrete data vector that is inputted into the machine learning model.
15. The system of claim 5, wherein the second simulation comprises a plurality of simulations at a plurality of simulation time points including the first simulation time point and the second simulation time point.
17. The system of claim 5, wherein the modeling result is generated based on an aggregate of output data obtained from a sequence of simulation time points of the second simulation including the first simulation time point and the second simulation time point.
19. The system of claim 5, wherein the classifier comprises a statistical classifier that identifies a target value of the runtime parameter for a subsequent simulation time point after the first simulation time point.
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October 3, 2023
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